Elevating contact center operations with AI-powered assistants and real-time coaching

  • Category: Enterprise
  • Industry: Professional and Business Services
  • Service: AI-powered process automation
  • Client: Leading contact center provider

A leading contact center technology provider partnered with Symphony to build an AI-powered assistant that delivers real-time coaching and support to agents. The solution reduced new-agent attrition by 20%, cut time to full productivity by 35%, scaled to 500+ agents in 3 months, and achieved 75%+ accuracy with zero hallucinations—projecting ~$1.7M in annual savings.

Problem

With thousands of remote contractor agents, coaching quality and speed were inconsistent. First-level support and repetitive questions consumed agent and manager time, driving costs and slowing resolution. The client needed a structured AI plan that could deliver quick wins without disrupting day-to-day operations and set a path toward an 80/20 model (AI handling 80% of interactions, humans the complex 20%).

Solution

Symphony designed an AI strategy and built proofs of concept, most notably an AI assistant that provides real-time answers during onboarding, certification, and live production, with proven accuracy and no hallucinations. The solution includes:

  • Real-time AI assistant embedded in agent workflows
  • Context-aware answers during onboarding and certification
  • Live production support with 75%+ accuracy
  • Zero-hallucination architecture with verified responses
  • Scalable deployment framework for rapid rollout
  • Integration with existing contact center systems

Technology: The pilot scaled to 500+ agents in 3 months and improved new-agent ramp and satisfaction. Built on a foundation of verified knowledge bases and retrieval-augmented generation (RAG) to ensure accuracy.

Under the hood

The AI assistant architecture was designed for accuracy, scalability, and seamless integration:

  • RAG-based system with verified knowledge base to prevent hallucinations
  • Real-time integration with contact center platforms and agent dashboards
  • Context-aware prompt engineering tailored to onboarding and production scenarios
  • Scalable deployment infrastructure supporting 500+ concurrent users
  • Feedback loop system to continuously improve response accuracy
  • Secure, compliant data handling for sensitive customer information

Impact

  • 20% reduction in new-agent attrition through improved onboarding experience
  • 35% faster time to full productivity for new agents
  • Successfully scaled to 500+ agents live within 3 months
  • Achieved 75%+ accuracy with zero hallucinations using verified knowledge base
  • Projected ~$1.7M in annual savings from reduced training time and attrition
  • Established foundation for 80/20 AI-human interaction model
  • 20% - Reduction in new-agent attrition
  • 35% - Faster time to full productivity
  • 500+ - Agents live in 3 months
  • 75%+ - Accuracy with zero hallucinations

https://symphony.is/our-impact/case-studies/contact-center-ai-assistant